{"id":"W2292940898","doi":"10.1080/14739879.2012.11494084","title":"Formative assessment of GP trainees’ clinical skills","year":2012,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondation Pour La Conservation Du Saumon Atlantique","keywords":"Formative assessment; Medical education; Psychology; Medicine; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006373416,0.00009802989,0.0002481888,0.0001514794,0.00006409211,0.000005199004,0.00008053124,0.0001138357,0.000155652],"category_scores_gemma":[0.0005259476,0.00008854531,0.0001198487,0.0002714586,0.00008779963,0.0002131235,0.00001730415,0.0001903779,0.0000102445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424565,"about_ca_system_score_gemma":0.001738077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002639992,"about_ca_topic_score_gemma":2.141656e-7,"domain_scores_codex":[0.9988099,0.00004189081,0.0005756242,0.0001255925,0.0002574729,0.0001895335],"domain_scores_gemma":[0.9983973,0.0001173957,0.0002313356,0.0002905121,0.0008654052,0.00009803419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003727242,0.003455522,0.1343613,0.001448566,0.00009599219,4.872882e-8,0.01562759,8.691239e-7,0.0002292094,0.0146336,0.1125005,0.7176095],"study_design_scores_gemma":[0.001053982,0.000326521,0.8352938,0.0001833283,0.000149752,0.00001056356,0.01803024,0.0000221901,0.0004775613,0.0001982572,0.1441151,0.0001387797],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087715,0.000519293,0.007530386,0.002442279,0.006118602,0.001529086,0.0000372765,0.00005218001,0.07299936],"genre_scores_gemma":[0.9166564,0.00002002889,0.0762133,0.002954191,0.001195267,0.0002174387,0.00189253,0.00001863327,0.0008322498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7174708,"threshold_uncertainty_score":0.3610773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228738895325952,"score_gpt":0.43929015398603,"score_spread":0.4170027650327705,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}